1An identification method of herbal medicines superior to traditional spectroscopy: Two-dimensional correlation spectral images combined with deep learning

作者： Liu, Chunlu; Zuo, Zhitian; Wang, Yuanzhong; Liu, Chunlu; Xu, Furong; SCI

机构： Yunnan Acad Agr Sci, Med Plants Res Inst, 2238, Beijing Rd,Panlong Dist, Kunming 650200, Peoples R China; Yunnan Univ Chinese Med, Coll Tradit Chinese Med, Kunming 650500, Peoples R China;

来源：VIBRATIONAL SPECTROSCOPY

关键词： Attenuated total reflection infrared spectroscopy; Two dimensional correlation spectra; Residual convolutional neural network; Panax notoginseng Identification

年份：2022

2Authentication of Herbal Medicines Based on Modern Analytical Technology Combined with Chemometrics Approach: A Review

作者： Liu, Chunlu; Zuo, Zhitian; Wang, Yuanzhong; Liu, Chunlu; Xu, Furong; SCI

机构： Yunnan Acad Agr Sci, Med Plants Res Inst, Kunming 650223, Yunnan, Peoples R China; Yunnan Univ Chinese Med, Coll Tradit Chinese Med, Kunming 650500, Yunnan, Peoples R China;

来源：CRITICAL REVIEWS IN ANALYTICAL CHEMISTRY

关键词： Authentication; chemometrics methods; herbal medicines (HMs); modern analytical technology

3Network pharmacology and fingerprint for the integrated analysis of mechanism, identification and prediction in Panax notoginseng

作者： Liu, Chunlu; Zuo, Zhitian; Wang, Yuanzhong; Liu, Chunlu; Xu, Furong; Zuo, Zhitian; Wang, Yuanzhong; SCI

机构： Yunnan Acad Agr Sci, Med Plants Res Inst, Kunming, Yunnan, Peoples R China; Yunnan Univ Chinese Med, Coll Tradit Chinese Med, Kunming, Yunnan, Peoples R China; Yunnan Acad Agr Sci, Med Plants Res Inst, 2238 Beijing Rd, Kunming 650200, Yunnan, Peoples R China;

来源：PHYTOCHEMICAL ANALYSIS

关键词： component content predict; fingerprint; network pharmacology; origin identification; Panax notoginseng; Q-marker action mechanism

4Study of the suitable climate factors and geographical origins traceability of Panax notoginseng based on correlation analysis and spectral images combined with machine learning

作者： Liu, Chunlu; Zuo, Zhitian; Wang, Yuanzhong; Liu, Chunlu; Xu, Furong; SCI

机构： Yunnan Acad Agr Sci, Med Plants Res Inst, Kunming, Yunnan, Peoples R China; Yunnan Univ Chinese Med, Coll Tradit Chinese Med, Kunming, Yunnan, Peoples R China;

来源：FRONTIERS IN PLANT SCIENCE

关键词： Panax notoginseng; active components; climate factors; synchronous 2D-COS images; deep learning model; geographical traceability

年份：2023